{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "fcb0cb8a",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "416f24819ec1402fa24a874ea87e197f",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Fetching 30 files:   0%|          | 0/30 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "'/home/mesolitica/stt/Speech-Translation-Instructions'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from huggingface_hub import snapshot_download\n",
    "\n",
    "snapshot_download(\n",
    "    repo_id=\"mesolitica/Speech-Translation-Instructions\",\n",
    "    repo_type='dataset',\n",
    "    allow_patterns=\"data/*.parquet\",\n",
    "    local_dir=\"./Speech-Translation-Instructions\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0e9bc735",
   "metadata": {},
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "from tqdm import tqdm\n",
    "from multiprocess import Pool\n",
    "import itertools\n",
    "import zipfile\n",
    "import os\n",
    "\n",
    "def chunks(l, n):\n",
    "    for i in range(0, len(l), n):\n",
    "        yield (l[i: i + n], i // n)\n",
    "\n",
    "\n",
    "def multiprocessing(strings, function, cores=6, returned=True):\n",
    "    df_split = chunks(strings, len(strings) // cores)\n",
    "    pool = Pool(cores)\n",
    "    pooled = pool.map(function, df_split)\n",
    "    pool.close()\n",
    "    pool.join()\n",
    "\n",
    "    if returned:\n",
    "        return list(itertools.chain(*pooled))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "6532a6a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "from glob import glob\n",
    "import pandas as pd\n",
    "import os\n",
    "import json\n",
    "from transformers import AutoProcessor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "15f2f5d3",
   "metadata": {},
   "outputs": [],
   "source": [
    "processor = AutoProcessor.from_pretrained(\"Qwen/Qwen2-Audio-7B-Instruct\")\n",
    "tokenizer = processor.tokenizer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "76344ec6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Speech-Translation-Instructions/data/longer-00000-of-00006.parquet',\n",
       " 'Speech-Translation-Instructions/data/longer-00001-of-00006.parquet',\n",
       " 'Speech-Translation-Instructions/data/longer-00002-of-00006.parquet',\n",
       " 'Speech-Translation-Instructions/data/longer-00003-of-00006.parquet',\n",
       " 'Speech-Translation-Instructions/data/longer-00004-of-00006.parquet',\n",
       " 'Speech-Translation-Instructions/data/longer-00005-of-00006.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00000-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00001-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00002-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00003-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00004-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00005-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00006-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00007-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00008-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00009-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00010-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00011-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00012-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00013-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00014-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00015-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00016-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00017-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00018-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00019-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00020-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00021-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00022-of-00024.parquet',\n",
       " 'Speech-Translation-Instructions/data/train-00023-of-00024.parquet']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "files = sorted(glob('Speech-Translation-Instructions/data/*.parquet'))\n",
    "files"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "bbc59d10",
   "metadata": {},
   "outputs": [],
   "source": [
    "def loop(files):\n",
    "    files, _ = files\n",
    "    data = []\n",
    "    for f in files:\n",
    "        f_only = os.path.split(f)[1].replace('.parquet', '')\n",
    "        df = pd.read_parquet(f)\n",
    "        for i in tqdm(range(len(df))):\n",
    "            new_f = os.path.join('Speech-Translation-Instructions-audio', \n",
    "                                 f'{f_only}-{i}.mp3')\n",
    "            with open(new_f, 'wb') as fopen:\n",
    "                fopen.write(df['audio_filename'].iloc[i]['bytes'])\n",
    "            \n",
    "            try:\n",
    "                conversation = [\n",
    "                    {\"role\": \"user\", \"content\": [\n",
    "                        {\"type\": \"audio\", \"audio_url\": \"audio.wav\"},\n",
    "                        {\"type\": \"text\", \"text\": df['question'].iloc[i]},\n",
    "                    ]},\n",
    "                    {\"role\": \"assistant\", \"content\": df['answer'].iloc[i]},\n",
    "                ]\n",
    "                text = processor.apply_chat_template(conversation, tokenize=False)\n",
    "            except Exception as e:\n",
    "                continue\n",
    "            \n",
    "            data.append({\n",
    "                'text': text,\n",
    "                'audio': new_f,\n",
    "            })\n",
    "    return data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "17cac5c5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|█████████████████████████████████████████████████████████████████████████████████| 6317/6317 [00:02<00:00, 3063.06it/s]\n"
     ]
    }
   ],
   "source": [
    "processed = loop((files[:1], 0))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "6c9374ba",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6317"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(processed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "d59fd032",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'text': '<|im_start|>system\\nYou are a helpful assistant.<|im_end|>\\n<|im_start|>user\\nAudio 1: <|audio_bos|><|AUDIO|><|audio_eos|>\\nTranscribe the story in english.<|im_end|>\\n<|im_start|>assistant\\nThe phrase, often used in right-wing politics, gained popularity after the May 27 coup.<|im_end|>\\n',\n",
       " 'audio': 'Speech-Translation-Instructions-audio/longer-00000-of-00006-6316.mp3'}"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "processed[-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "46d2154d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "                <audio  controls=\"controls\" >\n",
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\" type=\"audio/mpeg\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "ipd.Audio(processed[-1]['audio']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "cebfb3ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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      "100%|███████████████████████████████████████████████████████████████████████████████| 11427/11427 [00:04<00:00, 2382.91it/s]\n",
      "100%|███████████████████████████████████████████████████████████████████████████████| 11427/11427 [00:04<00:00, 2380.44it/s]\n",
      "100%|███████████████████████████████████████████████████████████████████████████████| 11427/11427 [00:04<00:00, 2339.32it/s]\n",
      "100%|███████████████████████████████████████████████████████████████████████████████| 11427/11427 [00:04<00:00, 2344.73it/s]\n"
     ]
    }
   ],
   "source": [
    "processed = multiprocessing(files, loop, cores = min(len(files), 30))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "adc2cc7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "312152"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(processed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "b2db0a15",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('prepare-Speech-Translation-Instructions.json', 'w') as fopen:\n",
    "    json.dump(processed, fopen)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
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  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.12"
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 },
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